Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	8281
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	970.6 KiB
Average record size in memory	120.0 B

Variable types

Numeric	14
Categorical	1

Alerts

`time(s)` is highly correlated with `S` and 13 other fields	High correlation
`T1` is highly correlated with `time(s)` and 13 other fields	High correlation
`T2` is highly correlated with `time(s)` and 13 other fields	High correlation
`T3` is highly correlated with `time(s)` and 13 other fields	High correlation
`T4` is highly correlated with `time(s)` and 13 other fields	High correlation
`T5` is highly correlated with `time(s)` and 13 other fields	High correlation
`T6` is highly correlated with `time(s)` and 12 other fields	High correlation
`T7` is highly correlated with `time(s)` and 13 other fields	High correlation
`T8` is highly correlated with `time(s)` and 13 other fields	High correlation
`T9` is highly correlated with `time(s)` and 13 other fields	High correlation
`T10` is highly correlated with `time(s)` and 13 other fields	High correlation
`T11` is highly correlated with `time(s)` and 13 other fields	High correlation
`T12` is highly correlated with `time(s)` and 13 other fields	High correlation
`Z` is highly correlated with `time(s)` and 13 other fields	High correlation
`S` is highly correlated with `time(s)` and 12 other fields	High correlation
`time(s)` is uniformly distributed	Uniform
`time(s)` has unique values	Unique

Reproduction

Analysis started	2022-11-11 03:25:58.454866
Analysis finished	2022-11-11 03:26:09.333179
Duration	10.88 seconds
Software version	pandas-profiling v3.4.0
Download configuration	config.json

time(s)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	8281
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	345

Minimum	0
Maximum	690
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	64.8 KiB

Quantile statistics

Minimum	0
5-th percentile	34.5
Q1	172.5
median	345
Q3	517.5
95-th percentile	655.5
Maximum	690
Range	690
Interquartile range (IQR)	345

Descriptive statistics

Standard deviation	199.2219269
Coefficient of variation (CV)	0.5774548606
Kurtosis	-1.2
Mean	345
Median Absolute Deviation (MAD)	172.5
Skewness	-1.019908669 × 10^-16
Sum	2856945
Variance	39689.37616
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
458.3333333	1	< 0.1%
460.8333333	1	< 0.1%
460.75	1	< 0.1%
460.6666667	1	< 0.1%
460.5833333	1	< 0.1%
460.5	1	< 0.1%
460.4166667	1	< 0.1%
460.3333333	1	< 0.1%
460.25	1	< 0.1%
Other values (8271)	8271	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.08333333333	1	< 0.1%
0.1666666667	1	< 0.1%
0.25	1	< 0.1%
0.3333333333	1	< 0.1%
0.4166666667	1	< 0.1%
0.5	1	< 0.1%
0.5833333333	1	< 0.1%
0.6666666667	1	< 0.1%
0.75	1	< 0.1%

Value	Count	Frequency (%)
690	1	< 0.1%
689.9166667	1	< 0.1%
689.8333333	1	< 0.1%
689.75	1	< 0.1%
689.6666667	1	< 0.1%
689.5833333	1	< 0.1%
689.5	1	< 0.1%
689.4166667	1	< 0.1%
689.3333333	1	< 0.1%
689.25	1	< 0.1%

S
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	64.8 KiB

24000	4287
0	3706
12000	141
3000	75
20000	72

Length

Max length	5
Median length	5
Mean length	3.200821157
Min length	1

Characters and Unicode

Total characters	26506
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3000
2nd row	3000
3rd row	3000
4th row	3000
5th row	3000

Common Values

Value	Count	Frequency (%)
24000	4287	51.8%
0	3706	44.8%
12000	141	1.7%
3000	75	0.9%
20000	72	0.9%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
24000	4287	51.8%
0	3706	44.8%
12000	141	1.7%
3000	75	0.9%
20000	72	0.9%

Most occurring characters

Value	Count	Frequency (%)
0	17503	66.0%
2	4500	17.0%
4	4287	16.2%
1	141	0.5%
3	75	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	26506	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	17503	66.0%
2	4500	17.0%
4	4287	16.2%
1	141	0.5%
3	75	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	26506	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	17503	66.0%
2	4500	17.0%
4	4287	16.2%
1	141	0.5%
3	75	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	26506	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	17503	66.0%
2	4500	17.0%
4	4287	16.2%
1	141	0.5%
3	75	0.3%

T1
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	99
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.3255887

Minimum	22.5
Maximum	27.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.8 KiB

Quantile statistics

Minimum	22.5
5-th percentile	23.1
Q1	23.5
median	26.5
Q3	27.1
95-th percentile	27.4
Maximum	27.4
Range	4.9
Interquartile range (IQR)	3.6

Descriptive statistics

Standard deviation	1.792235089
Coefficient of variation (CV)	0.07076775628
Kurtosis	-1.860348112
Mean	25.3255887
Median Absolute Deviation (MAD)	0.9
Skewness	-0.1135568789
Sum	209721.2
Variance	3.212106613
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.1	944	11.4%
27.3	849	10.3%
27.1	691	8.3%
23.5	621	7.5%
23.4	606	7.3%
27	583	7.0%
27.4	560	6.8%
26.7	475	5.7%
23.8	466	5.6%
26.6	388	4.7%
Other values (89)	2098	25.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.5	38	0.5%
22.55	1	< 0.1%
22.6	2	< 0.1%
22.65	1	< 0.1%
22.7	2	< 0.1%
22.75	1	< 0.1%
22.8	1	< 0.1%
22.85	1	< 0.1%
22.9	5	0.1%
22.95	1	< 0.1%

Value	Count	Frequency (%)
27.4	560	6.8%
27.35	4	< 0.1%
27.3	849	10.3%
27.25	2	< 0.1%
27.2	126	1.5%
27.15	6	0.1%
27.1	691	8.3%
27.05	5	0.1%
27	583	7.0%
26.95	3	< 0.1%

T2
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	20
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.04726482

Minimum	21.9
Maximum	23.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.8 KiB

Quantile statistics

Minimum	21.9
5-th percentile	22.3
Q1	22.8
median	23.1
Q3	23.4
95-th percentile	23.8
Maximum	23.8
Range	1.9
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.4238796754
Coefficient of variation (CV)	0.01839175619
Kurtosis	-0.1680552703
Mean	23.04726482
Median Absolute Deviation (MAD)	0.3
Skewness	-0.3583737783
Sum	190854.4
Variance	0.1796739793
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
23.1	1819	22.0%
23.4	1090	13.2%
22.9	674	8.1%
23	636	7.7%
23.8	565	6.8%
23.3	403	4.9%
23.5	399	4.8%
22.5	374	4.5%
22.7	338	4.1%
22.8	314	3.8%
Other values (10)	1669	20.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.9	60	0.7%
22	73	0.9%
22.1	84	1.0%
22.2	155	1.9%
22.3	194	2.3%
22.4	305	3.7%
22.5	374	4.5%
22.6	300	3.6%
22.7	338	4.1%
22.8	314	3.8%

Value	Count	Frequency (%)
23.8	565	6.8%
23.7	183	2.2%
23.6	15	0.2%
23.5	399	4.8%
23.4	1090	13.2%
23.3	403	4.9%
23.2	300	3.6%
23.1	1819	22.0%
23	636	7.7%
22.9	674	8.1%

T3
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	22
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.91912812

Minimum	21.7
Maximum	23.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.8 KiB

Quantile statistics

Minimum	21.7
5-th percentile	22
Q1	22.6
median	23
Q3	23.5
95-th percentile	23.8
Maximum	23.8
Range	2.1
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	0.5359210439
Coefficient of variation (CV)	0.02338313399
Kurtosis	-0.7704339822
Mean	22.91912812
Median Absolute Deviation (MAD)	0.4
Skewness	-0.1755637493
Sum	189793.3
Variance	0.2872113653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
23.1	1480	17.9%
23.5	1397	16.9%
22.7	701	8.5%
23.8	685	8.3%
22.6	666	8.0%
23	467	5.6%
22.9	421	5.1%
22.3	354	4.3%
22.1	353	4.3%
22.8	348	4.2%
Other values (12)	1409	17.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.7	91	1.1%
21.8	68	0.8%
21.9	129	1.6%
22	221	2.7%
22.1	353	4.3%
22.2	264	3.2%
22.3	354	4.3%
22.4	232	2.8%
22.5	193	2.3%
22.6	666	8.0%

Value	Count	Frequency (%)
23.8	685	8.3%
23.7	64	0.8%
23.6	13	0.2%
23.5	1397	16.9%
23.4	86	1.0%
23.3	28	0.3%
23.2	20	0.2%
23.1	1480	17.9%
23	467	5.6%
22.9	421	5.1%

T4
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	21
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.74966791

Minimum	22.5
Maximum	24.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.8 KiB

Quantile statistics

Minimum	22.5
5-th percentile	23.2
Q1	23.5
median	23.8
Q3	24.1
95-th percentile	24.4
Maximum	24.5
Range	2
Interquartile range (IQR)	0.6

Descriptive statistics

Standard deviation	0.4227700216
Coefficient of variation (CV)	0.01780109192
Kurtosis	-0.2276269474
Mean	23.74966791
Median Absolute Deviation (MAD)	0.3
Skewness	-0.2694601934
Sum	196671
Variance	0.1787344912
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
23.5	861	10.4%
23.9	834	10.1%
23.2	670	8.1%
23.6	639	7.7%
24.2	636	7.7%
23.4	568	6.9%
23.7	565	6.8%
24.1	552	6.7%
23.8	528	6.4%
24	522	6.3%
Other values (11)	1906	23.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.5	96	1.2%
22.6	30	0.4%
22.7	31	0.4%
22.8	35	0.4%
22.9	44	0.5%
23	52	0.6%
23.1	65	0.8%
23.2	670	8.1%
23.3	469	5.7%
23.4	568	6.9%

Value	Count	Frequency (%)
24.5	328	4.0%
24.4	307	3.7%
24.3	449	5.4%
24.2	636	7.7%
24.1	552	6.7%
24	522	6.3%
23.9	834	10.1%
23.8	528	6.4%
23.7	565	6.8%
23.6	639	7.7%

T5
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	13
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.48728414

Minimum	22.7
Maximum	23.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.8 KiB

Quantile statistics

Minimum	22.7
5-th percentile	22.7
Q1	23.4
median	23.5
Q3	23.7
95-th percentile	23.9
Maximum	23.9
Range	1.2
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.3077601449
Coefficient of variation (CV)	0.01310326656
Kurtosis	0.6971907981
Mean	23.48728414
Median Absolute Deviation (MAD)	0.2
Skewness	-1.013558853
Sum	194498.2
Variance	0.09471630681
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
23.5	1551	18.7%
23.7	1351	16.3%
23.6	1172	14.2%
23.4	1159	14.0%
23.9	987	11.9%
23.3	514	6.2%
22.7	443	5.3%
23.8	301	3.6%
23	174	2.1%
22.9	167	2.0%
Other values (3)	462	5.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.7	443	5.3%
22.8	156	1.9%
22.9	167	2.0%
23	174	2.1%
23.1	165	2.0%
23.2	141	1.7%
23.3	514	6.2%
23.4	1159	14.0%
23.5	1551	18.7%
23.6	1172	14.2%

Value	Count	Frequency (%)
23.9	987	11.9%
23.8	301	3.6%
23.7	1351	16.3%
23.6	1172	14.2%
23.5	1551	18.7%
23.4	1159	14.0%
23.3	514	6.2%
23.2	141	1.7%
23.1	165	2.0%
23	174	2.1%

T6
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.24934187

Minimum	23
Maximum	23.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.8 KiB

Quantile statistics

Minimum	23
5-th percentile	23
Q1	23.1
median	23.2
Q3	23.4
95-th percentile	23.5
Maximum	23.6
Range	0.6
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.187211586
Coefficient of variation (CV)	0.00805233916
Kurtosis	-1.20462022
Mean	23.24934187
Median Absolute Deviation (MAD)	0.2
Skewness	0.08690609171
Sum	192527.8
Variance	0.03504817792
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
23	1949	23.5%
23.2	1517	18.3%
23.3	1252	15.1%
23.4	1250	15.1%
23.5	1240	15.0%
23.1	756	9.1%
23.6	317	3.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23	1949	23.5%
23.1	756	9.1%
23.2	1517	18.3%
23.3	1252	15.1%
23.4	1250	15.1%
23.5	1240	15.0%
23.6	317	3.8%

Value	Count	Frequency (%)
23.6	317	3.8%
23.5	1240	15.0%
23.4	1250	15.1%
23.3	1252	15.1%
23.2	1517	18.3%
23.1	756	9.1%
23	1949	23.5%

T7
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	21
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.81415288

Minimum	21.7
Maximum	23.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.8 KiB

Quantile statistics

Minimum	21.7
5-th percentile	21.9
Q1	22.5
median	22.8
Q3	23.4
95-th percentile	23.7
Maximum	23.7
Range	2
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	0.5461327901
Coefficient of variation (CV)	0.02393833306
Kurtosis	-0.9479088588
Mean	22.81415288
Median Absolute Deviation (MAD)	0.4
Skewness	-0.1657050154
Sum	188924
Variance	0.2982610245
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
23.4	1378	16.6%
23.1	1286	15.5%
22.5	776	9.4%
22.6	698	8.4%
23.7	643	7.8%
22.7	421	5.1%
22.2	366	4.4%
22.8	339	4.1%
22	310	3.7%
22.1	299	3.6%
Other values (11)	1765	21.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.7	163	2.0%
21.8	202	2.4%
21.9	204	2.5%
22	310	3.7%
22.1	299	3.6%
22.2	366	4.4%
22.3	219	2.6%
22.4	275	3.3%
22.5	776	9.4%
22.6	698	8.4%

Value	Count	Frequency (%)
23.7	643	7.8%
23.6	70	0.8%
23.5	26	0.3%
23.4	1378	16.6%
23.3	88	1.1%
23.2	42	0.5%
23.1	1286	15.5%
23	191	2.3%
22.9	285	3.4%
22.8	339	4.1%

T8
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	16
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.09978263

Minimum	22.2
Maximum	23.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.8 KiB

Quantile statistics

Minimum	22.2
5-th percentile	22.4
Q1	23
median	23.1
Q3	23.4
95-th percentile	23.7
Maximum	23.7
Range	1.5
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.3647876109
Coefficient of variation (CV)	0.01579182006
Kurtosis	-0.2349025793
Mean	23.09978263
Median Absolute Deviation (MAD)	0.3
Skewness	-0.5073786206
Sum	191289.3
Variance	0.1330700011
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
23.4	1881	22.7%
23.1	1854	22.4%
23	887	10.7%
23.7	678	8.2%
22.5	423	5.1%
23.2	411	5.0%
23.3	393	4.7%
22.8	289	3.5%
22.7	275	3.3%
22.9	273	3.3%
Other values (6)	917	11.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.2	128	1.5%
22.3	175	2.1%
22.4	245	3.0%
22.5	423	5.1%
22.6	255	3.1%
22.7	275	3.3%
22.8	289	3.5%
22.9	273	3.3%
23	887	10.7%
23.1	1854	22.4%

Value	Count	Frequency (%)
23.7	678	8.2%
23.6	98	1.2%
23.5	16	0.2%
23.4	1881	22.7%
23.3	393	4.7%
23.2	411	5.0%
23.1	1854	22.4%
23	887	10.7%
22.9	273	3.3%
22.8	289	3.5%

T9
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	79
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.72550417

Minimum	25.5
Maximum	29.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.8 KiB

Quantile statistics

Minimum	25.5
5-th percentile	26.6
Q1	26.9
median	27.7
Q3	28.6
95-th percentile	29.1
Maximum	29.4
Range	3.9
Interquartile range (IQR)	1.7

Descriptive statistics

Standard deviation	0.8968583465
Coefficient of variation (CV)	0.03234777413
Kurtosis	-1.293335357
Mean	27.72550417
Median Absolute Deviation (MAD)	0.9
Skewness	0.01343425436
Sum	229594.9
Variance	0.8043548937
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.8	778	9.4%
26.9	582	7.0%
26.7	475	5.7%
28.4	413	5.0%
28.5	395	4.8%
28.6	393	4.7%
28.7	389	4.7%
26.6	347	4.2%
28.9	319	3.9%
27.3	294	3.6%
Other values (69)	3896	47.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25.5	26	0.3%
25.55	3	< 0.1%
25.6	38	0.5%
25.65	1	< 0.1%
25.7	9	0.1%
25.75	1	< 0.1%
25.8	5	0.1%
25.85	1	< 0.1%
25.9	7	0.1%
25.95	1	< 0.1%

Value	Count	Frequency (%)
29.4	30	0.4%
29.35	2	< 0.1%
29.3	62	0.7%
29.25	6	0.1%
29.2	55	0.7%
29.15	21	0.3%
29.1	248	3.0%
29.05	27	0.3%
29	183	2.2%
28.95	14	0.2%

T10
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	45
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.3353339

Minimum	26
Maximum	30.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.8 KiB

Quantile statistics

Minimum	26
5-th percentile	26.7
Q1	27
median	28.5
Q3	29.5
95-th percentile	29.9
Maximum	30.4
Range	4.4
Interquartile range (IQR)	2.5

Descriptive statistics

Standard deviation	1.224869179
Coefficient of variation (CV)	0.04322762468
Kurtosis	-1.542497621
Mean	28.3353339
Median Absolute Deviation (MAD)	1.2
Skewness	-0.06866353885
Sum	234644.9
Variance	1.500304505
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
26.8	772	9.3%
29.8	471	5.7%
26.9	441	5.3%
29.9	419	5.1%
29.7	411	5.0%
26.7	400	4.8%
29.4	335	4.0%
29.5	320	3.9%
27	311	3.8%
29.6	289	3.5%
Other values (35)	4112	49.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26	61	0.7%
26.1	22	0.3%
26.2	7	0.1%
26.3	2	< 0.1%
26.4	3	< 0.1%
26.5	6	0.1%
26.6	91	1.1%
26.7	400	4.8%
26.8	772	9.3%
26.9	441	5.3%

Value	Count	Frequency (%)
30.4	1	< 0.1%
30.3	42	0.5%
30.2	74	0.9%
30.1	121	1.5%
30	175	2.1%
29.9	419	5.1%
29.8	471	5.7%
29.7	411	5.0%
29.6	289	3.5%
29.5	320	3.9%

T11
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	22
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.87022099

Minimum	21.7
Maximum	23.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.8 KiB

Quantile statistics

Minimum	21.7
5-th percentile	21.9
Q1	22.4
median	22.9
Q3	23.4
95-th percentile	23.6
Maximum	23.8
Range	2.1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.5560749801
Coefficient of variation (CV)	0.02431436847
Kurtosis	-1.221854554
Mean	22.87022099
Median Absolute Deviation (MAD)	0.5
Skewness	-0.1831300547
Sum	189388.3
Variance	0.3092193835
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
23.4	698	8.4%
23.5	621	7.5%
22.2	604	7.3%
23.6	576	7.0%
23.3	568	6.9%
22.4	459	5.5%
22.8	438	5.3%
22.3	417	5.0%
23.2	417	5.0%
22.5	391	4.7%
Other values (12)	3092	37.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.7	2	< 0.1%
21.8	141	1.7%
21.9	299	3.6%
22	219	2.6%
22.1	249	3.0%
22.2	604	7.3%
22.3	417	5.0%
22.4	459	5.5%
22.5	391	4.7%
22.6	375	4.5%

Value	Count	Frequency (%)
23.8	82	1.0%
23.7	295	3.6%
23.6	576	7.0%
23.5	621	7.5%
23.4	698	8.4%
23.3	568	6.9%
23.2	417	5.0%
23.1	385	4.6%
23	303	3.7%
22.9	378	4.6%

T12
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	21
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.80026567

Minimum	21.7
Maximum	23.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	64.8 KiB

Quantile statistics

Minimum	21.7
5-th percentile	22.2
Q1	22.4
median	22.8
Q3	23.2
95-th percentile	23.5
Maximum	23.7
Range	2
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	0.474035942
Coefficient of variation (CV)	0.02079080783
Kurtosis	-1.058911335
Mean	22.80026567
Median Absolute Deviation (MAD)	0.4
Skewness	-0.1095682923
Sum	188809
Variance	0.2247100743
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
22.3	961	11.6%
23.3	771	9.3%
22.2	729	8.8%
22.4	724	8.7%
23.4	644	7.8%
23.1	632	7.6%
22.9	559	6.8%
23.2	527	6.4%
22.7	484	5.8%
22.5	413	5.0%
Other values (11)	1837	22.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.7	136	1.6%
21.8	48	0.6%
21.9	45	0.5%
22	23	0.3%
22.1	46	0.6%
22.2	729	8.8%
22.3	961	11.6%
22.4	724	8.7%
22.5	413	5.0%
22.6	259	3.1%

Value	Count	Frequency (%)
23.7	51	0.6%
23.6	187	2.3%
23.5	318	3.8%
23.4	644	7.8%
23.3	771	9.3%
23.2	527	6.4%
23.1	632	7.6%
23	381	4.6%
22.9	559	6.8%
22.8	343	4.1%

Z
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	149
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.70975383

Minimum	0
Maximum	84.094
Zeros	9
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	64.8 KiB

Quantile statistics

Minimum	0
5-th percentile	8.531
Q1	25.594
median	67.031
Q3	81.656
95-th percentile	82.875
Maximum	84.094
Range	84.094
Interquartile range (IQR)	56.062

Descriptive statistics

Standard deviation	28.95902377
Coefficient of variation (CV)	0.5293210395
Kurtosis	-1.525031448
Mean	54.70975383
Median Absolute Deviation (MAD)	15.844
Skewness	-0.3768718026
Sum	453051.4715
Variance	838.6250579
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
82.875	1341	16.2%
80.437	1050	12.7%
81.656	788	9.5%
84.094	272	3.3%
8.531	209	2.5%
10.969	154	1.9%
9.75	149	1.8%
18.281	134	1.6%
81.0465	122	1.5%
25.594	109	1.3%
Other values (139)	3953	47.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	0.1%
1.2185	1	< 0.1%
2.437	1	< 0.1%
3.0465	1	< 0.1%
3.656	2	< 0.1%
4.2655	2	< 0.1%
4.875	35	0.4%
5.4845	17	0.2%
6.094	102	1.2%
6.703	13	0.2%

Value	Count	Frequency (%)
84.094	272	3.3%
83.4845	67	0.8%
82.875	1341	16.2%
82.2655	79	1.0%
81.656	788	9.5%
81.0465	122	1.5%
80.437	1050	12.7%
79.828	44	0.5%
79.219	94	1.1%
78.6095	12	0.1%

Auto

The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	time(s)	S	T1	T2	T3	T4	T5	T6	T7	T8	T9	T10	T11	T12	Z
0	0.000000	3000	22.5	22.5	22.6	22.5	22.7	23.1	22.6	22.5	25.6	26.2	21.9	21.8	0.0000
1	0.083333	3000	22.5	22.5	22.6	22.5	22.7	23.1	22.6	22.5	25.6	26.2	21.9	21.8	0.0000
2	0.166667	3000	22.5	22.5	22.6	22.5	22.7	23.1	22.6	22.5	25.6	26.2	21.9	21.8	0.0000
3	0.250000	3000	22.5	22.5	22.6	22.5	22.7	23.1	22.6	22.5	25.6	26.1	21.9	21.8	0.0000
4	0.333333	3000	22.5	22.5	22.6	22.5	22.7	23.1	22.6	22.5	25.6	26.1	21.9	21.8	0.0000
5	0.416667	3000	22.5	22.5	22.6	22.5	22.7	23.1	22.6	22.5	25.6	26.1	21.9	21.8	0.0000
6	0.500000	3000	22.5	22.5	22.6	22.5	22.7	23.1	22.6	22.5	25.6	26.1	21.9	21.8	0.0000
7	0.583333	3000	22.5	22.5	22.6	22.5	22.7	23.1	22.6	22.5	25.6	26.1	21.9	21.8	0.0000
8	0.666667	3000	22.5	22.5	22.6	22.5	22.7	23.1	22.6	22.5	25.6	26.1	21.9	21.8	0.0000
9	0.750000	3000	22.5	22.5	22.6	22.5	22.7	23.1	22.6	22.5	25.6	26.1	21.9	21.8	1.2185

Last rows

	time(s)	T1	T2	T3	T4	T5	T6	T7	T8	T9	T10	T11	T12	Z
8271	689.250000	23.8	23.8	23.8	23.9	23.9	23.6	23.7	23.7	27.1	27.5	22.6	22.7	17.6715
8272	689.333333	23.8	23.8	23.8	23.9	23.9	23.6	23.7	23.7	27.1	27.5	22.6	22.7	17.6715
8273	689.416667	23.8	23.8	23.8	23.9	23.9	23.6	23.7	23.7	27.1	27.5	22.6	22.7	17.0620
8274	689.500000	23.8	23.8	23.8	23.9	23.9	23.6	23.7	23.7	27.1	27.5	22.6	22.7	17.0620
8275	689.583333	23.8	23.8	23.8	23.9	23.9	23.6	23.7	23.7	27.1	27.5	22.6	22.7	17.0620
8276	689.666667	23.8	23.8	23.8	23.9	23.9	23.6	23.7	23.7	27.1	27.5	22.6	22.7	17.6715
8277	689.750000	23.8	23.8	23.8	23.9	23.9	23.6	23.7	23.7	27.1	27.4	22.6	22.7	17.0620
8278	689.833333	23.8	23.8	23.8	23.9	23.9	23.6	23.7	23.7	27.1	27.4	22.6	22.7	17.0620
8279	689.916667	23.8	23.8	23.8	23.9	23.9	23.6	23.7	23.7	27.1	27.4	22.6	22.7	17.0620
8280	690.000000	23.8	23.8	23.8	23.9	23.9	23.6	23.7	23.7	27.1	27.5	22.7	22.7	17.0620

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows